Low-light Image Enhancement on LSRW NIKON (test)
0.87SSIMAIGS-Net
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AIGS-NetParams (K)=0.44, FLOPs (G)=0.04132026.06 | 0.87 | 20.41 | 0.13 | 3.21 | 12.05 | 1.4 | 8.09 | |
| FRR-NETParams (K)=12.21, FLOPs (G)=0.2162026.06 | 0.83 | 19.83 | 0.16 | 4.08 | 17.55 | 0.52 | 2.92 | |
| URetinex-NETParams (K)=838.3, FLOPs (G)=136.012026.06 | 0.82 | 19.74 | 0.14 | 3.2 | 36.36 | 0.6 | 3.6 | |
| GLFSParams (K)=7804, FLOPs (G)=66.822026.06 | 0.8 | 19.99 | 0.14 | 2.64 | 14.19 | 1.74 | 15.37 | |
| FMR-NETParams (K)=196.8, FLOPs (G)=102.82026.06 | 0.8 | 15.24 | 0.19 | 3.79 | 13.32 | 0.87 | 3.78 | |
| ZeroDCE++Params (K)=10.6, FLOPs (G)=0.332026.06 | 0.79 | 16.02 | 0.2 | 3.44 | 75.24 | 0.76 | 6.37 | |
| EnlightenGANParams (K)=8636, FLOPs (G)=61.012026.06 | 0.79 | 16.46 | 0.2 | 3.25 | 136.37 | 0.37 | 2.77 | |
| ZeroDCEParams (K)=79.4, FLOPs (G)=5.212026.06 | 0.76 | 14.87 | 0.18 | 3.31 | 73.95 | 0.39 | 6.33 | |
| NoiSERParams (K)=1.763, FLOPs (G)=8.622026.06 | 0.76 | 15.31 | 0.39 | 3.77 | 29.42 | 1 | 3.25 | |
| URetinex-NETParams (K)=838.3, FLOPs (G)=136.012026.06 | 0.75 | 16.95 | 0.15 | 2.5 | 21.37 | 1.51 | 4.54 | |
| FRR-NETParams (K)=12.21, FLOPs (G)=0.2162026.06 | 0.74 | 14.97 | 0.2 | 3.5 | 20.9 | 1.23 | 4.09 | |
| PairLIEParams (K)=34.18, FLOPs (G)=22.352026.06 | 0.74 | 14.75 | 0.24 | 3.06 | 52.24 | 1.28 | 4.68 | |
| ChebyLighterParams (K)=73, FLOPs (G)=17.252026.06 | 0.74 | 16.1 | 0.21 | 3.14 | 83.96 | 0.77 | 3.93 | |
| EFI-NETParams (K)=129.2, FLOPs (G)=9.382026.06 | 0.74 | 15.47 | 0.2 | 3.15 | 45.22 | 0.98 | 5.41 | |
| FMR-NETParams (K)=196.8, FLOPs (G)=102.82026.06 | 0.72 | 14.9 | 0.22 | 2.88 | 16.92 | 1.55 | 4.3 | |
| PairLIEParams (K)=34.18, FLOPs (G)=22.352026.06 | 0.72 | 11.05 | 0.21 | 3.66 | 9.26 | 0.41 | 7.25 | |
| ChebyLighterParams (K)=73, FLOPs (G)=17.252026.06 | 0.71 | 19.02 | 0.17 | 2.56 | 34.48 | 1.61 | 4.58 | |
| SCIParams (K)=0.3, FLOPs (G)=0.06192026.06 | 0.7 | 16.82 | 0.2 | 3.26 | 50.63 | 1.05 | 7.61 | |
| UTV-NETParams (K)=7745, FLOPs (G)=58.292026.06 | 0.7 | 11.32 | 0.22 | 3.64 | 21.92 | 0.7 | 5.88 | |
| RUASParams (K)=1.4, FLOPs (G)=0.28132026.06 | 0.68 | 14.03 | 0.26 | 3.33 | 0.99 | 1.3 | 8.26 | |
| LIME2026.06 | 0.66 | 13.95 | 0.25 | 3.25 | 74.58 | 0.85 | 8.06 | |
| ZeroDCE++Params (K)=10.6, FLOPs (G)=0.332026.06 | 0.64 | 12.61 | 0.22 | 2.52 | 48.86 | 1.41 | 10.84 | |
| ZeroIGParams (K)=123.63, FLOPs (G)=118.732026.06 | 0.63 | 14.13 | 0.26 | 3.37 | 48.12 | 0.62 | 6.2 | |
| ZeroDCEParams (K)=79.4, FLOPs (G)=5.212026.06 | 0.62 | 11.99 | 0.22 | 2.6 | 43.25 | 1.19 | 10.65 | |
| NoiSERParams (K)=1.763, FLOPs (G)=8.622026.06 | 0.62 | 13.6 | 0.45 | 3.3 | 44.04 | 0.98 | 2.02 | |
| EnlightenGANParams (K)=8636, FLOPs (G)=61.012026.06 | 0.59 | 12.53 | 0.33 | 2.76 | 118.78 | 0.26 | 1.91 | |
| ZeroIGParams (K)=123.63, FLOPs (G)=118.732026.06 | 0.59 | 18.77 | 0.23 | 3.05 | 28.68 | 1.92 | 10.96 | |
| EFI-NETParams (K)=129.2, FLOPs (G)=9.382026.06 | 0.57 | 10.29 | 0.28 | 2.27 | 43.52 | 1.36 | 6.54 | |
| UTV-NETParams (K)=7745, FLOPs (G)=58.292026.06 | 0.56 | 9.61 | 0.25 | 2.82 | 23.44 | 1.3 | 6.54 | |
| SCIParams (K)=0.3, FLOPs (G)=0.06192026.06 | 0.55 | 14.32 | 0.24 | 2.59 | 16.41 | 1.52 | 12.91 | |
| LIME2026.06 | 0.5 | 10.22 | 0.33 | 3.16 | 75.07 | 1.41 | 13.45 | |
| RUASParams (K)=1.4, FLOPs (G)=0.28132026.06 | 0.45 | 9.05 | 0.31 | 2.57 | 0.53 | 1.33 | 14.2 |